├── .gitignore ├── README.md ├── assignment ├── README.md ├── a0 │ ├── .clean │ ├── README.md │ ├── a0.ipynb │ ├── answers │ ├── answers_test.py │ ├── cloud │ │ ├── README.md │ │ ├── screenshots │ │ │ ├── 1-console.png │ │ │ ├── 2-createproject.png │ │ │ ├── 3-newprojectdetails-adv-options.png │ │ │ ├── 4-billing.png │ │ │ ├── 5-computeengine.png │ │ │ ├── 6-createinstance.png │ │ │ ├── 6.5-bootdisk.png │ │ │ ├── 7-ssh.png │ │ │ ├── 8-sshsetup.png │ │ │ ├── 9-external_ip.png │ │ │ ├── nbserver-client.png │ │ │ ├── nbserver-client2.png │ │ │ ├── nbserver.png │ │ │ └── nbserver2.png │ │ ├── setup.sh │ │ └── support │ │ │ └── jupyter_notebook_config.py │ └── matplotlib_sample.png ├── a1 │ ├── NNBasics.ipynb │ ├── README.md │ ├── TensorFlow.ipynb │ ├── answers │ ├── answers_test.py │ ├── batchaffine.png │ ├── data.py │ └── w266_common ├── a2 │ ├── README.md │ ├── SSHinBrowserScreenShot.jpg │ ├── Text_classification.ipynb │ ├── answers │ ├── answers_test.py │ └── w266_common ├── a3 │ ├── Multiclass_text_classification.ipynb │ ├── QuestionAnswering_test.ipynb │ ├── README.md │ ├── SSHinBrowserScreenShot.jpg │ ├── Summarization_test.ipynb │ ├── answers │ └── answers_test.py ├── a4 │ ├── README.md │ ├── answers │ ├── answers_test.py │ ├── image_captioning.ipynb │ ├── littlecar.png │ └── w266_common └── submit.sh ├── common ├── __init__.py ├── answers_helper.py ├── answers_helper_test.py ├── babi │ ├── __init__.py │ ├── babi_utils.py │ ├── babi_utils_test.py │ ├── tasks_1-20_v1-2 │ │ ├── LICENSE.txt │ │ ├── README.txt │ │ └── en │ │ │ ├── qa1_single-supporting-fact_test.txt │ │ │ ├── qa1_single-supporting-fact_train.txt │ │ │ ├── qa2_two-supporting-facts_test.txt │ │ │ └── qa2_two-supporting-facts_train.txt │ └── testdata │ │ └── qa42_fake_data.txt ├── constants.py ├── data_structures.py ├── functions.py ├── patched_numpy_io.py ├── testdata │ └── corpus.tsv ├── tf_embed_viz.py ├── treeviz.py ├── tsv_corpus.py ├── tsv_corpus_test.py ├── utils.py ├── utils_test.py ├── vocabulary.py └── vocabulary_test.py ├── materials ├── README.md ├── backprop │ ├── Backpropagation.ipynb │ ├── derivative.png │ ├── linear.png │ ├── linearbp.png │ ├── tangent.png │ └── twolayer.png ├── lesson_notebooks │ ├── Archive │ │ └── lesson_11_pegasus_t5.ipynb │ ├── NPLM.png │ ├── Zhang_Wallace_2015_figure1_cnn.png │ ├── kim_2014_figure_1_cnn.png │ ├── lesson_10_embedding_based_retrieval.ipynb │ ├── lesson_12_bias_in_language_models.ipynb │ ├── lesson_1_NN_Review.ipynb │ ├── lesson_1_WordEmbeddings_and_Analogies.ipynb │ ├── lesson_2_DAN_CNN_text_classification.ipynb │ ├── lesson_3_adding_RNNs_and_attention_to_classification_notebook.ipynb │ ├── lesson_4_BERT.ipynb │ ├── lesson_5_Text_Generation.ipynb │ ├── lesson_6_Machine_Translation.ipynb │ ├── lesson_7_summarization_QA.ipynb │ ├── lesson_8_Parsing.ipynb │ ├── lesson_9_CoreferenceResolution.ipynb │ ├── lesson_9_Entities_and_Linking.ipynb │ ├── name_matching_lesson │ │ ├── .DS_Store │ │ ├── company_data_sample │ │ │ └── .DS_Store │ │ └── images │ │ │ ├── .DS_Store │ │ │ ├── CBOW_SkipGram.png │ │ │ ├── Cosine-similarity-Wikipedia.png │ │ │ ├── Information-Flow-for-a-Record-Linkage-System.png │ │ │ ├── Metrics_Table.png │ │ │ ├── Outline-of-the-general-record-linkage-process-as-described-below.png │ │ │ ├── angle image.png │ │ │ ├── cbow_skip.png │ │ │ ├── jaccard_sim.png │ │ │ ├── jaccard_visual.png │ │ │ ├── lev_formula.jpeg │ │ │ ├── w2v_formula.png │ │ │ └── word2vec_versions.png │ ├── tf_graph │ │ └── events.out.tfevents.1631939475.instance-9 │ ├── train_plays-org-mod.txt │ └── w266_common ├── model_analysis │ ├── .DS_Store │ └── more_bert_tasks_and_model_analysis.ipynb ├── prelim │ ├── Gradient Descent.ipynb │ ├── Linear Algebra.ipynb │ ├── Probability.ipynb │ ├── README.md │ └── Resources │ │ ├── basic_graph.jpg │ │ ├── learning_rate.jpg │ │ ├── loss_contours.jpg │ │ └── normal.svg └── walkthrough_notebooks │ ├── bert_as_black_box │ ├── HuggingFaceThreeWays_1_Pipelines.ipynb │ ├── HuggingFaceThreeWays_2_Trainer.ipynb │ ├── Keras_HuggingFace_Transformers_BERT_notebook.ipynb │ └── README.md │ ├── keras_with_limited_ram │ ├── fine_tune_t5_with_limited_ram_keras.ipynb │ ├── fine_tune_t5_with_limited_ram_pytorch.ipynb │ └── keras_training_with_limited_ram.ipynb │ ├── lstm │ └── images │ │ ├── rnnlm.png │ │ ├── rnnlm_batching.png │ │ ├── rnnlm_layers.png │ │ └── rnnlm_multicell.png │ ├── placeholder │ ├── spaCy_kg │ ├── got_chars_v2 │ ├── output_16_0.png │ ├── output_31_0.png │ └── output_32_0.png │ └── tf_debugging │ ├── TFDebugging.ipynb │ └── scr_1.png ├── project ├── README.md ├── example-comment-quality.pdf ├── example-grammar.pdf └── faq.md └── syllabus └── README.md /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/datasci-w266/2023-summer-main/HEAD/.gitignore -------------------------------------------------------------------------------- /README.md: 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